{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Dataset</th>\n",
       "      <th>Data Types</th>\n",
       "      <th>Default Task</th>\n",
       "      <th>Target Variable</th>\n",
       "      <th># Instances</th>\n",
       "      <th># Attributes</th>\n",
       "      <th>Missing Values</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>cancer</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Classification</td>\n",
       "      <td>Class</td>\n",
       "      <td>683</td>\n",
       "      <td>10</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>credit</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Classification</td>\n",
       "      <td>default</td>\n",
       "      <td>24000</td>\n",
       "      <td>24</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>employee</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Classification</td>\n",
       "      <td>left</td>\n",
       "      <td>14999</td>\n",
       "      <td>10</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>heart</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Classification</td>\n",
       "      <td>DEATH</td>\n",
       "      <td>200</td>\n",
       "      <td>17</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>hepatitis</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Classification</td>\n",
       "      <td>Class</td>\n",
       "      <td>154</td>\n",
       "      <td>32</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>income</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Classification</td>\n",
       "      <td>income &gt;50K</td>\n",
       "      <td>32561</td>\n",
       "      <td>14</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>iris</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Classification</td>\n",
       "      <td>Class</td>\n",
       "      <td>100</td>\n",
       "      <td>5</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>juice</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Classification</td>\n",
       "      <td>Purchase</td>\n",
       "      <td>1070</td>\n",
       "      <td>15</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>heart_disease</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Classification</td>\n",
       "      <td>Disease</td>\n",
       "      <td>270</td>\n",
       "      <td>14</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>glass</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Multiclass Classification</td>\n",
       "      <td>Type</td>\n",
       "      <td>214</td>\n",
       "      <td>10</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>satellite</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Multiclass Classification</td>\n",
       "      <td>Class</td>\n",
       "      <td>6435</td>\n",
       "      <td>37</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>poker</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Multiclass Classification</td>\n",
       "      <td>CLASS</td>\n",
       "      <td>100000</td>\n",
       "      <td>11</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>automobile</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Regression</td>\n",
       "      <td>price</td>\n",
       "      <td>202</td>\n",
       "      <td>26</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>bike</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Regression</td>\n",
       "      <td>cnt</td>\n",
       "      <td>17379</td>\n",
       "      <td>15</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>boston</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Regression</td>\n",
       "      <td>medv</td>\n",
       "      <td>506</td>\n",
       "      <td>14</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>diamond</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Regression</td>\n",
       "      <td>Price</td>\n",
       "      <td>6000</td>\n",
       "      <td>8</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>gold</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Regression</td>\n",
       "      <td>Gold_T+22</td>\n",
       "      <td>2558</td>\n",
       "      <td>121</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>tweets</td>\n",
       "      <td>Text</td>\n",
       "      <td>NLP</td>\n",
       "      <td>tweet</td>\n",
       "      <td>8594</td>\n",
       "      <td>2</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>amazon</td>\n",
       "      <td>Text</td>\n",
       "      <td>NLP / Classification</td>\n",
       "      <td>reviewText</td>\n",
       "      <td>20000</td>\n",
       "      <td>2</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>kiva</td>\n",
       "      <td>Text</td>\n",
       "      <td>NLP / Classification</td>\n",
       "      <td>en</td>\n",
       "      <td>6818</td>\n",
       "      <td>7</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>spx</td>\n",
       "      <td>Text</td>\n",
       "      <td>NLP / Regression</td>\n",
       "      <td>text</td>\n",
       "      <td>874</td>\n",
       "      <td>4</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>germany</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Association Rule Mining</td>\n",
       "      <td>InvoiceNo, Description</td>\n",
       "      <td>9495</td>\n",
       "      <td>8</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>france</td>\n",
       "      <td>Multivariate</td>\n",
       "      <td>Association Rule Mining</td>\n",
       "      <td>InvoiceNo, Description</td>\n",
       "      <td>8557</td>\n",
       "      <td>8</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Dataset    Data Types               Default Task  \\\n",
       "0          cancer  Multivariate             Classification   \n",
       "1          credit  Multivariate             Classification   \n",
       "2        employee  Multivariate             Classification   \n",
       "3           heart  Multivariate             Classification   \n",
       "4       hepatitis  Multivariate             Classification   \n",
       "5          income  Multivariate             Classification   \n",
       "6            iris  Multivariate             Classification   \n",
       "7           juice  Multivariate             Classification   \n",
       "8   heart_disease  Multivariate             Classification   \n",
       "9           glass  Multivariate  Multiclass Classification   \n",
       "10      satellite  Multivariate  Multiclass Classification   \n",
       "11          poker  Multivariate  Multiclass Classification   \n",
       "12     automobile  Multivariate                 Regression   \n",
       "13           bike  Multivariate                 Regression   \n",
       "14         boston  Multivariate                 Regression   \n",
       "15        diamond  Multivariate                 Regression   \n",
       "16           gold  Multivariate                 Regression   \n",
       "17         tweets          Text                        NLP   \n",
       "18         amazon          Text       NLP / Classification   \n",
       "19           kiva          Text       NLP / Classification   \n",
       "20            spx          Text           NLP / Regression   \n",
       "21        germany  Multivariate    Association Rule Mining   \n",
       "22         france  Multivariate    Association Rule Mining   \n",
       "\n",
       "           Target Variable  # Instances  # Attributes Missing Values  \n",
       "0                    Class          683            10              N  \n",
       "1                  default        24000            24              N  \n",
       "2                     left        14999            10              N  \n",
       "3                    DEATH          200            17              N  \n",
       "4                    Class          154            32              Y  \n",
       "5              income >50K        32561            14              Y  \n",
       "6                    Class          100             5              N  \n",
       "7                 Purchase         1070            15              N  \n",
       "8                  Disease          270            14              N  \n",
       "9                     Type          214            10              N  \n",
       "10                   Class         6435            37              N  \n",
       "11                   CLASS       100000            11              N  \n",
       "12                   price          202            26              Y  \n",
       "13                     cnt        17379            15              N  \n",
       "14                    medv          506            14              N  \n",
       "15                   Price         6000             8              N  \n",
       "16               Gold_T+22         2558           121              N  \n",
       "17                   tweet         8594             2              N  \n",
       "18              reviewText        20000             2              N  \n",
       "19                      en         6818             7              N  \n",
       "20                    text          874             4              N  \n",
       "21  InvoiceNo, Description         9495             8              N  \n",
       "22  InvoiceNo, Description         8557             8              N  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pycaret.datasets import get_data\n",
    "get_data('index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>InvoiceNo</th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>UnitPrice</th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>Country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>536370</td>\n",
       "      <td>22728</td>\n",
       "      <td>ALARM CLOCK BAKELIKE PINK</td>\n",
       "      <td>24</td>\n",
       "      <td>12/1/2010 8:45</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>536370</td>\n",
       "      <td>22727</td>\n",
       "      <td>ALARM CLOCK BAKELIKE RED</td>\n",
       "      <td>24</td>\n",
       "      <td>12/1/2010 8:45</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>536370</td>\n",
       "      <td>22726</td>\n",
       "      <td>ALARM CLOCK BAKELIKE GREEN</td>\n",
       "      <td>12</td>\n",
       "      <td>12/1/2010 8:45</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>536370</td>\n",
       "      <td>21724</td>\n",
       "      <td>PANDA AND BUNNIES STICKER SHEET</td>\n",
       "      <td>12</td>\n",
       "      <td>12/1/2010 8:45</td>\n",
       "      <td>0.85</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>536370</td>\n",
       "      <td>21883</td>\n",
       "      <td>STARS GIFT TAPE</td>\n",
       "      <td>24</td>\n",
       "      <td>12/1/2010 8:45</td>\n",
       "      <td>0.65</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  InvoiceNo StockCode                      Description  Quantity  \\\n",
       "0    536370     22728        ALARM CLOCK BAKELIKE PINK        24   \n",
       "1    536370     22727        ALARM CLOCK BAKELIKE RED         24   \n",
       "2    536370     22726       ALARM CLOCK BAKELIKE GREEN        12   \n",
       "3    536370     21724  PANDA AND BUNNIES STICKER SHEET        12   \n",
       "4    536370     21883                 STARS GIFT TAPE         24   \n",
       "\n",
       "      InvoiceDate  UnitPrice  CustomerID Country  \n",
       "0  12/1/2010 8:45       3.75     12583.0  France  \n",
       "1  12/1/2010 8:45       3.75     12583.0  France  \n",
       "2  12/1/2010 8:45       3.75     12583.0  France  \n",
       "3  12/1/2010 8:45       0.85     12583.0  France  \n",
       "4  12/1/2010 8:45       0.65     12583.0  France  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = get_data('france')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pycaret.arules import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_07a6c86c_3287_11ea_a84d_84fdd13f47d7\" ><thead>    <tr>        <th class=\"col_heading level0 col0\" >Description</th>        <th class=\"col_heading level0 col1\" >Value</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                                <td id=\"T_07a6c86c_3287_11ea_a84d_84fdd13f47d7row0_col0\" class=\"data row0 col0\" >session_id</td>\n",
       "                        <td id=\"T_07a6c86c_3287_11ea_a84d_84fdd13f47d7row0_col1\" class=\"data row0 col1\" >1262</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_07a6c86c_3287_11ea_a84d_84fdd13f47d7row1_col0\" class=\"data row1 col0\" ># Transactions</td>\n",
       "                        <td id=\"T_07a6c86c_3287_11ea_a84d_84fdd13f47d7row1_col1\" class=\"data row1 col1\" >461</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_07a6c86c_3287_11ea_a84d_84fdd13f47d7row2_col0\" class=\"data row2 col0\" ># Items</td>\n",
       "                        <td id=\"T_07a6c86c_3287_11ea_a84d_84fdd13f47d7row2_col1\" class=\"data row2 col1\" >1565</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                                <td id=\"T_07a6c86c_3287_11ea_a84d_84fdd13f47d7row3_col0\" class=\"data row3 col0\" >Ignore Items</td>\n",
       "                        <td id=\"T_07a6c86c_3287_11ea_a84d_84fdd13f47d7row3_col1\" class=\"data row3 col1\" >None</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1f989a55c48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = setup(data, 'InvoiceNo', item_id='Description')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "a1 = create_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>antecedents</th>\n",
       "      <th>consequents</th>\n",
       "      <th>antecedent support</th>\n",
       "      <th>consequent support</th>\n",
       "      <th>support</th>\n",
       "      <th>confidence</th>\n",
       "      <th>lift</th>\n",
       "      <th>leverage</th>\n",
       "      <th>conviction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>(JUMBO BAG WOODLAND ANIMALS)</td>\n",
       "      <td>(POSTAGE)</td>\n",
       "      <td>0.0651</td>\n",
       "      <td>0.6746</td>\n",
       "      <td>0.0651</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.4823</td>\n",
       "      <td>0.0212</td>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>(SET/6 RED SPOTTY PAPER PLATES, SET/20 RED RET...</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER CUPS)</td>\n",
       "      <td>0.0868</td>\n",
       "      <td>0.1171</td>\n",
       "      <td>0.0846</td>\n",
       "      <td>0.9750</td>\n",
       "      <td>8.3236</td>\n",
       "      <td>0.0744</td>\n",
       "      <td>35.3145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>(SET/6 RED SPOTTY PAPER CUPS, SET/20 RED RETRO...</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER PLATES)</td>\n",
       "      <td>0.0868</td>\n",
       "      <td>0.1085</td>\n",
       "      <td>0.0846</td>\n",
       "      <td>0.9750</td>\n",
       "      <td>8.9895</td>\n",
       "      <td>0.0752</td>\n",
       "      <td>35.6616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>(SET/6 RED SPOTTY PAPER PLATES, POSTAGE, SET/2...</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER CUPS)</td>\n",
       "      <td>0.0716</td>\n",
       "      <td>0.1171</td>\n",
       "      <td>0.0694</td>\n",
       "      <td>0.9697</td>\n",
       "      <td>8.2783</td>\n",
       "      <td>0.0610</td>\n",
       "      <td>29.1345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>(POSTAGE, SET/6 RED SPOTTY PAPER CUPS, SET/20 ...</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER PLATES)</td>\n",
       "      <td>0.0716</td>\n",
       "      <td>0.1085</td>\n",
       "      <td>0.0694</td>\n",
       "      <td>0.9697</td>\n",
       "      <td>8.9406</td>\n",
       "      <td>0.0617</td>\n",
       "      <td>29.4208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>(STRAWBERRY LUNCH BOX WITH CUTLERY)</td>\n",
       "      <td>(LUNCH BOX WITH CUTLERY RETROSPOT )</td>\n",
       "      <td>0.1041</td>\n",
       "      <td>0.1236</td>\n",
       "      <td>0.0542</td>\n",
       "      <td>0.5208</td>\n",
       "      <td>4.2124</td>\n",
       "      <td>0.0414</td>\n",
       "      <td>1.8289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>(LUNCH BAG APPLE DESIGN)</td>\n",
       "      <td>(LUNCH BAG SPACEBOY DESIGN )</td>\n",
       "      <td>0.1085</td>\n",
       "      <td>0.1041</td>\n",
       "      <td>0.0564</td>\n",
       "      <td>0.5200</td>\n",
       "      <td>4.9942</td>\n",
       "      <td>0.0451</td>\n",
       "      <td>1.8664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>(LUNCH BAG APPLE DESIGN)</td>\n",
       "      <td>(LUNCH BAG RED RETROSPOT)</td>\n",
       "      <td>0.1085</td>\n",
       "      <td>0.1323</td>\n",
       "      <td>0.0564</td>\n",
       "      <td>0.5200</td>\n",
       "      <td>3.9298</td>\n",
       "      <td>0.0420</td>\n",
       "      <td>1.8077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>(PLASTERS IN TIN CIRCUS PARADE , POSTAGE)</td>\n",
       "      <td>(PLASTERS IN TIN SPACEBOY)</td>\n",
       "      <td>0.1258</td>\n",
       "      <td>0.1193</td>\n",
       "      <td>0.0629</td>\n",
       "      <td>0.5000</td>\n",
       "      <td>4.1909</td>\n",
       "      <td>0.0479</td>\n",
       "      <td>1.7614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>(LUNCH BAG RED RETROSPOT, POSTAGE)</td>\n",
       "      <td>(LUNCH BAG APPLE DESIGN)</td>\n",
       "      <td>0.1041</td>\n",
       "      <td>0.1085</td>\n",
       "      <td>0.0521</td>\n",
       "      <td>0.5000</td>\n",
       "      <td>4.6100</td>\n",
       "      <td>0.0408</td>\n",
       "      <td>1.7831</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>141 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           antecedents  \\\n",
       "0                         (JUMBO BAG WOODLAND ANIMALS)   \n",
       "1    (SET/6 RED SPOTTY PAPER PLATES, SET/20 RED RET...   \n",
       "2    (SET/6 RED SPOTTY PAPER CUPS, SET/20 RED RETRO...   \n",
       "3    (SET/6 RED SPOTTY PAPER PLATES, POSTAGE, SET/2...   \n",
       "4    (POSTAGE, SET/6 RED SPOTTY PAPER CUPS, SET/20 ...   \n",
       "..                                                 ...   \n",
       "136                (STRAWBERRY LUNCH BOX WITH CUTLERY)   \n",
       "137                           (LUNCH BAG APPLE DESIGN)   \n",
       "138                           (LUNCH BAG APPLE DESIGN)   \n",
       "139          (PLASTERS IN TIN CIRCUS PARADE , POSTAGE)   \n",
       "140                 (LUNCH BAG RED RETROSPOT, POSTAGE)   \n",
       "\n",
       "                             consequents  antecedent support  \\\n",
       "0                              (POSTAGE)              0.0651   \n",
       "1          (SET/6 RED SPOTTY PAPER CUPS)              0.0868   \n",
       "2        (SET/6 RED SPOTTY PAPER PLATES)              0.0868   \n",
       "3          (SET/6 RED SPOTTY PAPER CUPS)              0.0716   \n",
       "4        (SET/6 RED SPOTTY PAPER PLATES)              0.0716   \n",
       "..                                   ...                 ...   \n",
       "136  (LUNCH BOX WITH CUTLERY RETROSPOT )              0.1041   \n",
       "137         (LUNCH BAG SPACEBOY DESIGN )              0.1085   \n",
       "138            (LUNCH BAG RED RETROSPOT)              0.1085   \n",
       "139           (PLASTERS IN TIN SPACEBOY)              0.1258   \n",
       "140             (LUNCH BAG APPLE DESIGN)              0.1041   \n",
       "\n",
       "     consequent support  support  confidence    lift  leverage  conviction  \n",
       "0                0.6746   0.0651      1.0000  1.4823    0.0212         inf  \n",
       "1                0.1171   0.0846      0.9750  8.3236    0.0744     35.3145  \n",
       "2                0.1085   0.0846      0.9750  8.9895    0.0752     35.6616  \n",
       "3                0.1171   0.0694      0.9697  8.2783    0.0610     29.1345  \n",
       "4                0.1085   0.0694      0.9697  8.9406    0.0617     29.4208  \n",
       "..                  ...      ...         ...     ...       ...         ...  \n",
       "136              0.1236   0.0542      0.5208  4.2124    0.0414      1.8289  \n",
       "137              0.1041   0.0564      0.5200  4.9942    0.0451      1.8664  \n",
       "138              0.1323   0.0564      0.5200  3.9298    0.0420      1.8077  \n",
       "139              0.1193   0.0629      0.5000  4.1909    0.0479      1.7614  \n",
       "140              0.1085   0.0521      0.5000  4.6100    0.0408      1.7831  \n",
       "\n",
       "[141 rows x 9 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
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           "RED RETROSPOT PICNIC BAG",
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           "ALARM CLOCK BAKELIKE PINK",
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          [
           "ALARM CLOCK BAKELIKE GREEN",
           "ALARM CLOCK BAKELIKE RED "
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           "CHILDRENS CUTLERY DOLLY GIRL ",
           "CHILDRENS CUTLERY SPACEBOY "
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          [
           "RED TOADSTOOL LED NIGHT LIGHT",
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          [
           "ROUND SNACK BOXES SET OF 4 FRUITS ",
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          ],
          [
           "COFFEE MUG APPLES DESIGN",
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          [
           "PLASTERS IN TIN CIRCUS PARADE ",
           "POSTAGE"
          ],
          [
           "SET/6 RED SPOTTY PAPER CUPS",
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          [
           "LUNCH BAG WOODLAND",
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          [
           "ALARM CLOCK BAKELIKE GREEN",
           "ALARM CLOCK BAKELIKE RED "
          ],
          [
           "ALARM CLOCK BAKELIKE GREEN",
           "POSTAGE"
          ],
          [
           "JUMBO BAG RED RETROSPOT",
           "POSTAGE"
          ],
          [
           "RED RETROSPOT CHARLOTTE BAG",
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          [
           "SET/6 RED SPOTTY PAPER PLATES",
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          [
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           "ALARM CLOCK BAKELIKE GREEN"
          ],
          [
           "SET/6 RED SPOTTY PAPER PLATES",
           "POSTAGE"
          ],
          [
           "SET/10 RED POLKADOT PARTY CANDLES",
           "POSTAGE"
          ],
          [
           "ALARM CLOCK BAKELIKE GREEN",
           "POSTAGE"
          ],
          [
           "SET/20 RED RETROSPOT PAPER NAPKINS ",
           "POSTAGE"
          ],
          [
           "SET/6 RED SPOTTY PAPER PLATES",
           "POSTAGE"
          ],
          [
           "SET/6 RED SPOTTY PAPER CUPS",
           "POSTAGE"
          ],
          [
           "PLASTERS IN TIN CIRCUS PARADE ",
           "POSTAGE"
          ],
          [
           "PACK OF 72 RETROSPOT CAKE CASES",
           "POSTAGE"
          ],
          [
           "ALARM CLOCK BAKELIKE RED ",
           "ALARM CLOCK BAKELIKE GREEN"
          ],
          [
           "SET/6 RED SPOTTY PAPER PLATES",
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           "LUNCH BAG APPLE DESIGN",
           "POSTAGE"
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          [
           "PLASTERS IN TIN SPACEBOY",
           "POSTAGE"
          ],
          [
           "RED RETROSPOT MINI CASES",
           "POSTAGE"
          ],
          [
           "SET/6 RED SPOTTY PAPER PLATES",
           "SET/20 RED RETROSPOT PAPER NAPKINS "
          ],
          [
           "ALARM CLOCK BAKELIKE GREEN",
           "ALARM CLOCK BAKELIKE PINK"
          ],
          [
           "PLASTERS IN TIN WOODLAND ANIMALS",
           "POSTAGE"
          ],
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           "PLASTERS IN TIN CIRCUS PARADE ",
           "POSTAGE"
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           "PLASTERS IN TIN SPACEBOY",
           "POSTAGE"
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          [
           "SET/6 RED SPOTTY PAPER CUPS",
           "SET/6 RED SPOTTY PAPER PLATES"
          ],
          [
           "SET/6 RED SPOTTY PAPER PLATES",
           "SET/6 RED SPOTTY PAPER CUPS"
          ],
          [
           "SET/6 RED SPOTTY PAPER PLATES",
           "SET/20 RED RETROSPOT PAPER NAPKINS "
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          [
           "SET/6 RED SPOTTY PAPER PLATES",
           "SET/20 RED RETROSPOT PAPER NAPKINS "
          ],
          [
           "SET/6 RED SPOTTY PAPER PLATES",
           "SET/6 RED SPOTTY PAPER CUPS"
          ],
          [
           "ALARM CLOCK BAKELIKE GREEN",
           "ALARM CLOCK BAKELIKE RED "
          ],
          [
           "LUNCH BOX WITH CUTLERY RETROSPOT ",
           "POSTAGE"
          ],
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           "POSTAGE"
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          [
           "SET/6 RED SPOTTY PAPER PLATES",
           "SET/20 RED RETROSPOT PAPER NAPKINS "
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          [
           "ALARM CLOCK BAKELIKE RED ",
           "ALARM CLOCK BAKELIKE PINK"
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          [
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          [
           "MINI PAINT SET VINTAGE ",
           "POSTAGE"
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           "SET/6 RED SPOTTY PAPER CUPS"
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          [
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           "SET/6 RED SPOTTY PAPER CUPS"
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          [
           "POSTAGE",
           "SET/6 RED SPOTTY PAPER PLATES"
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           "ALARM CLOCK BAKELIKE RED ",
           "ALARM CLOCK BAKELIKE PINK"
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           "ALARM CLOCK BAKELIKE GREEN"
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          [
           "SET/20 RED RETROSPOT PAPER NAPKINS ",
           "SET/6 RED SPOTTY PAPER PLATES"
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           "POSTAGE"
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           "PLASTERS IN TIN WOODLAND ANIMALS"
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          [
           "POSTAGE",
           "SET/6 RED SPOTTY PAPER PLATES"
          ],
          [
           "ALARM CLOCK BAKELIKE GREEN",
           "ALARM CLOCK BAKELIKE PINK"
          ],
          [
           "ALARM CLOCK BAKELIKE PINK",
           "ALARM CLOCK BAKELIKE RED "
          ],
          [
           "SET/6 RED SPOTTY PAPER CUPS",
           "SET/6 RED SPOTTY PAPER PLATES"
          ],
          [
           "SET/6 RED SPOTTY PAPER CUPS",
           "SET/20 RED RETROSPOT PAPER NAPKINS "
          ],
          [
           "PLASTERS IN TIN SPACEBOY",
           "PLASTERS IN TIN WOODLAND ANIMALS"
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          [
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           "ALARM CLOCK BAKELIKE PINK"
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          [
           "ALARM CLOCK BAKELIKE PINK",
           "ALARM CLOCK BAKELIKE RED "
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          [
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           "POSTAGE"
          ],
          [
           "ALARM CLOCK BAKELIKE PINK",
           "ALARM CLOCK BAKELIKE GREEN"
          ],
          [
           "SET/6 RED SPOTTY PAPER CUPS",
           "SET/6 RED SPOTTY PAPER PLATES"
          ],
          [
           "ALARM CLOCK BAKELIKE GREEN",
           "ALARM CLOCK BAKELIKE RED "
          ],
          [
           "SET/6 RED SPOTTY PAPER CUPS",
           "SET/20 RED RETROSPOT PAPER NAPKINS "
          ],
          [
           "ALARM CLOCK BAKELIKE RED ",
           "ALARM CLOCK BAKELIKE PINK"
          ],
          [
           "DOLLY GIRL LUNCH BOX",
           "SPACEBOY LUNCH BOX "
          ],
          [
           "SET/6 RED SPOTTY PAPER CUPS",
           "SET/6 RED SPOTTY PAPER PLATES"
          ],
          [
           "ALARM CLOCK BAKELIKE PINK",
           "ALARM CLOCK BAKELIKE GREEN"
          ],
          [
           "ALARM CLOCK BAKELIKE RED ",
           "ALARM CLOCK BAKELIKE GREEN"
          ],
          [
           "PLASTERS IN TIN CIRCUS PARADE ",
           "PLASTERS IN TIN SPACEBOY"
          ],
          [
           "SET/6 RED SPOTTY PAPER PLATES",
           "POSTAGE"
          ],
          [
           "SET/6 RED SPOTTY PAPER PLATES",
           "POSTAGE"
          ],
          [
           "PLASTERS IN TIN SPACEBOY",
           "PLASTERS IN TIN CIRCUS PARADE "
          ],
          [
           "PLASTERS IN TIN SPACEBOY",
           "PLASTERS IN TIN CIRCUS PARADE "
          ],
          [
           "ALARM CLOCK BAKELIKE PINK",
           "ALARM CLOCK BAKELIKE RED "
          ],
          [
           "PLASTERS IN TIN SPACEBOY",
           "PLASTERS IN TIN CIRCUS PARADE "
          ],
          [
           "ALARM CLOCK BAKELIKE GREEN",
           "ALARM CLOCK BAKELIKE RED "
          ],
          [
           "SET/6 RED SPOTTY PAPER PLATES",
           "POSTAGE"
          ],
          [
           "SET/20 RED RETROSPOT PAPER NAPKINS ",
           "SET/6 RED SPOTTY PAPER CUPS"
          ],
          [
           "SET/20 RED RETROSPOT PAPER NAPKINS ",
           "SET/6 RED SPOTTY PAPER PLATES"
          ],
          [
           "ALARM CLOCK BAKELIKE PINK",
           "ALARM CLOCK BAKELIKE GREEN"
          ],
          [
           "SET/20 RED RETROSPOT PAPER NAPKINS ",
           "SET/6 RED SPOTTY PAPER PLATES"
          ],
          [
           "ALARM CLOCK BAKELIKE GREEN",
           "ALARM CLOCK BAKELIKE PINK"
          ],
          [
           "PLASTERS IN TIN WOODLAND ANIMALS",
           "PLASTERS IN TIN SPACEBOY"
          ],
          [
           "POSTAGE",
           "PLASTERS IN TIN SPACEBOY"
          ],
          [
           "POSTAGE",
           "PLASTERS IN TIN CIRCUS PARADE "
          ],
          [
           "SET/6 RED SPOTTY PAPER CUPS",
           "POSTAGE"
          ],
          [
           "PLASTERS IN TIN SPACEBOY",
           "POSTAGE"
          ],
          [
           "ALARM CLOCK BAKELIKE PINK",
           "ALARM CLOCK BAKELIKE GREEN"
          ],
          [
           "PLASTERS IN TIN WOODLAND ANIMALS",
           "PLASTERS IN TIN CIRCUS PARADE "
          ],
          [
           "SET/6 RED SPOTTY PAPER CUPS",
           "SET/6 RED SPOTTY PAPER PLATES"
          ],
          [
           "PLASTERS IN TIN CIRCUS PARADE ",
           "PLASTERS IN TIN WOODLAND ANIMALS"
          ],
          [
           "LUNCH BAG APPLE DESIGN",
           "LUNCH BAG RED RETROSPOT"
          ],
          [
           "ROUND SNACK BOXES SET OF 4 FRUITS ",
           "ROUND SNACK BOXES SET OF4 WOODLAND "
          ],
          [
           "SPACEBOY LUNCH BOX ",
           "DOLLY GIRL LUNCH BOX"
          ],
          [
           "PLASTERS IN TIN CIRCUS PARADE ",
           "PLASTERS IN TIN WOODLAND ANIMALS"
          ],
          [
           "LUNCH BAG WOODLAND",
           "LUNCH BAG SPACEBOY DESIGN "
          ],
          [
           "LUNCH BAG SPACEBOY DESIGN ",
           "LUNCH BAG WOODLAND"
          ],
          [
           "LUNCH BAG SPACEBOY DESIGN ",
           "LUNCH BAG RED RETROSPOT"
          ],
          [
           "LUNCH BAG SPACEBOY DESIGN ",
           "LUNCH BAG APPLE DESIGN"
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